目录 问题的结构 consensus 更为一般的情况 Exchange 问题 Global exchange 更为一般的情况 Allocation Proximal Algorithms 这一节,介绍并行算法的实现. 问题的结构 令\([n] = \{1, \ldots, n\}\). 给定\(c \subseteq [n]\), 让\(x_c \in \mathbb{R}^{|c|}\)表示向量\(x\in \mathbb{R}^n\)的一个子向量(以\(c\)为指标的对应部分).当\(\ma…

Serialization and deserialization are bottlenecks in parallel and distributed computing, especially in machine learning applications with large objects and large quantities of data.…

Conferences ACM SEACM Southeast Regional Conference ACM Southeast Regional Conference the oldest, continuously running, annual conference of the ACM. ACMSE provides an excellent forum for both faculty and students to present their research in a frien…

Policy Gradient Algorithms 2019-10-02 17:37:47 This blog is from: https://lilianweng.github.io/lil-log/2018/04/08/policy-gradient-algorithms.html Abstract: In this post, we are going to look deep into policy gradient, why it works, and many new polic…

An overview of gradient descent optimization algorithms Table of contents: Gradient descent variantsChallenges Batch gradient descent Stochastic gradient descent Mini-batch gradient descent Gradient descent optimization algorithms Momentum Nesterov a…

矩阵分解 来源:http://www.cvchina.info/2011/09/05/matrix-factorization-jungle/ 美帝的有心人士收集了市面上的矩阵分解的差点儿全部算法和应用,因为源地址在某神奇物质之外,特转载过来,源地址 Matrix Decompositions has a long history and generally centers around a set of known factorizations such as LU, QR, SVD and…

原文地址:An overview of gradient descent optimization algorithms An overview of gradient descent optimization algorithms Note: If you are looking for a review paper, this blog post is also available as an article on arXiv. Update 15.06.2017: Added deriva…

这篇论文最早是一篇2016年1月16日发表在Sebastian Ruder的博客.本文主要工作是对这篇论文与李宏毅课程相关的核心部分进行翻译. 论文全文翻译: An overview of gradient descent optimization algorithms 梯度下降优化算法概述 0. Abstract 摘要: Gradient descent optimization algorithms, while increasingly popular, are often used as…

https://www.topcoder.com/community/data-science/data-science-tutorials/maximum-flow-augmenting-path-algorithms-comparison/ 存档用... By  Zealint– TopCoder Member Discuss this article in the forums With this article, we’ll revisit the so-called “max-flow…

Awesome Algorithms A curated list of awesome places to learn and/or practice algorithms. Inspired by awesome-awesomeness and all the other awesome Awesome libraries. If you want to contribute, please read the [contribution guidelines] (https://github…

In this post we take a tour of the most popular machine learning algorithms. It is useful to tour the main algorithms in the field to get a feeling of what methods are available. There are so many algorithms available and it can feel overwhelming whe…

这个资料关于分布式系统资料,作者写的太好了.拿过来以备用 网址:https://github.com/ty4z2008/Qix/blob/master/ds.md 希望转载的朋友,你可以不用联系我．但是一定要保留原文链接,因为这个项目还在继续也在不定期更新．希望看到文章的朋友能够学到更多． <Reconfigurable Distributed Storage for Dynamic Networks> 介绍:这是一篇介绍在动态网络里面实现分布式系统重构的paper.论文的作者(导师)是MIT…

A novel massively parallel supercomputer of hundreds of teraOPS-scale includes node architectures based upon System-On-a-Chip technology, i.e., each processing node comprises a single Application Specific Integrated Circuit (ASIC). Within each ASIC n…

A Pattern Language for Parallel Application Programming Berna L. Massingill, Timothy G. Mattson, Beverly A. Sanders Abstract Parallel computing has failed to attract significant numbers of programmers outside the specialized world of supercomputing.…

郑重声明:原文参见标题,如有侵权,请联系作者,将会撤销发布! arXiv:1610.02527v1 [cs.LG] 8 Oct 2016 坐标下降法:https://blog.csdn.net/qq_32742009/article/details/81735274 Abstract 我们为机器学习中的分布式优化引入了一个越来越相关的新设置,其中规定优化的数据在极大量的节点上分布不均匀.我们的目标是训练一个高质量的集中式模型.我们将此设置称为联邦优化.在这种情况下,通信效率至关重要,最大限度地减…

Some concepts as blow: Welcome to Akka, a set of open-source libraries for designing scalable, resilient systems that span processor cores and networks. Akka allows you to focus on meeting business needs instead of writing low-level code to provide r…

并发执行,主要为了增大吞吐,降低延迟,提高数据库的可用性 先区分一组概念,parallel和distributed的区别 总的来说,parallel是指在物理上很近的节点,比如本机的多个线程或进程,不用考虑通信代价distributed,要充分的考虑通信代价,failover的问题,更为复杂 Process Model 先解释一下概念, process model,指数据库系统架构设计,用于支持多用户的并发请求 worker,用于执行客户端tasks的DBMS组件 通常的process mode…

The Brain as a Universal Learning Machine This article presents an emerging architectural hypothesis of the brain as a biological implementation of a Universal Learning Machine.  I present a rough but complete architectural view of how the brain work…

[it-ebooks]电子书列表   [2014]: Learning Objective-C by Developing iPhone Games || Leverage Xcode and Objective-C to develop iPhone games http://it-ebooks.info/book/3544/Learning Web App Development || Build Quickly with Proven JavaScript Techniques http:…

中国计算机学会推荐国际学术会议 (计算机系统与高性能计算) 一.A类 序号 会议简称 会议全称 出版社 网址 1 ASPLOS Architectural Support for Programming Languages and Operating Systems ACM http://www.acm.org/pubs/contents/proceedings/series/asplos 2 FAST Conference on File and Storage Technologies US…

转载:http://duanple.blog.163.com/blog/static/70971767201281610126277/   作者:Grzegorz Malewicz, Matthew H. Austern .etc.Google Inc 2010-6 原文:http://people.apache.org/~edwardyoon/documents/pregel.pdf 译者:phylips@bmy 2012-09-14 译文:http://duanple.blog.163.co…

Background C++ is one of the main development languages used by many of Google's open-source projects. As every C++ programmer knows, the language has many powerful features, but this power brings with it complexity, which in turn can make code more…

What is RCU, Fundamentally? https://lwn.net/Articles/262464/ If you can fill the unforgiving secondwith sixty minutes worth of distance run,“Highly scalable” your code will be reckoned,And—which is more—you'll have parallel fun! With apologies to Rud…

Awesome C/C++ A curated list of awesome C/C++ frameworks, libraries, resources, and shiny things. Inspired by awesome-... stuff. Awesome C/C++ Standard Libraries Frameworks Artificial Intelligence Asynchronous Event Loop Audio Biology BitTorrent CLI…

A list of open source C++ libraries < cpp‎ | links http://en.cppreference.com/w/cpp/links/libs The objective of this page is to build a comprehensive list of open source C++ libraries, so that when one needs an implementation of particular functional…

一位cornell的教授做的计算机类期刊会议依据Microsoft Research引用数的排名 link:http://www.cs.cornell.edu/andru/csconf.html The following are the journals and conferences in computer science that have published at least 100 papers (2003–2013), with at least 5 citations per pa…

CS Conference TOP 40 计算机会议TOP40 一.A 类 15 个 ASPLOS: Architecture Support for Programming Languages and Operation 体系结构方面的顶尖会议 微处理器设计[硬件] CCS: ACM Computer and Communications Security NDSS (Network and Distributed Systems Security)   Web 安全方面 FAST: USEN…

中国计算机学会推荐国际学术期刊 (计算机系统与高性能计算) 一.A类 序号 刊物简称 刊物全称 出版社 网址 1 TOCS ACM Transactions on Computer Systems ACM http://tocs.acm.org/ 2 TOC IEEE Transactions on Computers IEEE http://www.computer.org/portal/web/tc 3 TPDS IEEE Transactions on Parallel and Distr…

类别如下计算机系统与高性能计算,计算机网络,网络与信息安全,软件工程,系统软件与程序设计语言,数据库.数据挖掘与内容检索,计算机科学理论,计算机图形学与多媒体,人工智能与模式识别,人机交互与普适计算,前沿.交叉与综合 中国计算机学会推荐国际学术会议 (计算机系统与高性能计算) 一.A类 序号 会议简称 会议全称 出版社 网址 1 ASPLOS Architectural Support for Programming Languages and Operating Systems ACM htt…

Machine and Deep Learning with Python Education Tutorials and courses Supervised learning superstitions cheat sheet Introduction to Deep Learning with Python How to implement a neural network How to build and run your first deep learning network Neur…